Kaggle Tabular Playground Series - May 2021
A notebook for the Kaggle Tabular Playground Series - May 2021
• 416 min read
- Objective:
- Exploratory Data Analysis
- Naive Baseline Model - Random Forest
- CatBoost
- Appendix
Objective:
I wanted to get into the habit of seriously taking part in some Kaggle competetions. The Tabluar Playground Series seemed like a good place to start. The competetion for May 2021 involves a multi-class classification problem for a consumer products dataset. The dataset was a bit skewed and quite sparse with many features. I tried a few models and learnt quite a bit from the notebooks and the discussion forums. This post is basically a walkthrough of my approach to tackle this problem.
import pandas as pd
train = pd.read_csv('train.csv.zip')
test = pd.read_csv('test.csv.zip')
sample_submission = pd.read_csv('sample_submission.csv.zip')
train[45:50]
| id | feature_0 | feature_1 | feature_2 | feature_3 | feature_4 | feature_5 | feature_6 | feature_7 | feature_8 | feature_9 | feature_10 | feature_11 | feature_12 | feature_13 | feature_14 | feature_15 | feature_16 | feature_17 | feature_18 | feature_19 | feature_20 | feature_21 | feature_22 | feature_23 | feature_24 | feature_25 | feature_26 | feature_27 | feature_28 | feature_29 | feature_30 | feature_31 | feature_32 | feature_33 | feature_34 | feature_35 | feature_36 | feature_37 | feature_38 | feature_39 | feature_40 | feature_41 | feature_42 | feature_43 | feature_44 | feature_45 | feature_46 | feature_47 | feature_48 | feature_49 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 45 | 45 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 7 | 1 | 0 | 0 | 0 | 33 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | Class_2 |
| 46 | 46 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 | 0 | 9 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | Class_2 |
| 47 | 47 | 0 | 0 | 0 | 0 | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 0 | 0 | 0 | 0 | 0 | 3 | 1 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | Class_1 |
| 48 | 48 | 0 | 0 | 0 | 12 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 3 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 3 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | Class_3 |
| 49 | 49 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 4 | 1 | 2 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 3 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | Class_2 |
train.describe()
| id | feature_0 | feature_1 | feature_2 | feature_3 | feature_4 | feature_5 | feature_6 | feature_7 | feature_8 | feature_9 | feature_10 | feature_11 | feature_12 | feature_13 | feature_14 | feature_15 | feature_16 | feature_17 | feature_18 | feature_19 | feature_20 | feature_21 | feature_22 | feature_23 | feature_24 | feature_25 | feature_26 | feature_27 | feature_28 | feature_29 | feature_30 | feature_31 | feature_32 | feature_33 | feature_34 | feature_35 | feature_36 | feature_37 | feature_38 | feature_39 | feature_40 | feature_41 | feature_42 | feature_43 | feature_44 | feature_45 | feature_46 | feature_47 | feature_48 | feature_49 | target2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.00000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.00000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.00000 | 100000.000000 | 100000.00000 | 100000.000000 |
| mean | 49999.500000 | 0.257830 | 0.431720 | 0.114130 | 0.590550 | 0.599770 | 0.160820 | 0.731490 | 1.228920 | 0.903350 | 0.940120 | 0.313680 | 0.403750 | 0.461470 | 0.07565 | 2.597320 | 1.242030 | 0.364830 | 0.740000 | 0.471220 | 1.564780 | 0.242890 | 0.661970 | 0.184740 | 0.388040 | 1.04013 | 0.408630 | 0.353550 | 0.300680 | 1.106060 | 0.169600 | 0.294500 | 1.372040 | 0.277510 | 0.612460 | 1.122150 | 0.908980 | 0.116530 | 0.398310 | 2.997170 | 0.674640 | 0.712270 | 0.582070 | 0.529230 | 0.616310 | 0.135100 | 0.358660 | 0.516810 | 0.39004 | 0.970850 | 0.55712 | 1.381160 |
| std | 28867.657797 | 0.929033 | 1.977862 | 0.519584 | 1.844558 | 2.785531 | 0.601149 | 2.343465 | 2.692732 | 3.415258 | 1.904172 | 1.121168 | 1.011418 | 1.128729 | 0.35901 | 4.655092 | 2.160111 | 1.284152 | 1.819388 | 1.096423 | 4.749449 | 0.927461 | 2.182703 | 0.553854 | 1.215796 | 2.53991 | 1.321669 | 1.491937 | 1.592092 | 1.879629 | 0.739582 | 1.352963 | 3.319325 | 1.460705 | 2.283595 | 2.493045 | 2.952305 | 0.411014 | 1.095268 | 5.386551 | 3.732428 | 1.721863 | 2.003114 | 2.300826 | 2.360955 | 0.627592 | 1.464187 | 2.171415 | 1.48735 | 2.576615 | 1.68093 | 0.810891 |
| min | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | -2.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | -1.000000 | -1.000000 | -2.000000 | 0.000000 | 0.000000 | -2.000000 | 0.000000 | 0.000000 | -8.000000 | -5.000000 | 0.000000 | 0.000000 | -2.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 0.000000 |
| 25% | 24999.750000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 1.000000 |
| 50% | 49999.500000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 1.000000 |
| 75% | 74999.250000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 3.000000 | 2.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.00000 | 0.000000 | 0.000000 | 0.000000 | 2.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 4.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 1.000000 | 0.00000 | 2.000000 |
| max | 99999.000000 | 10.000000 | 31.000000 | 6.000000 | 26.000000 | 38.000000 | 10.000000 | 27.000000 | 31.000000 | 39.000000 | 17.000000 | 16.000000 | 12.000000 | 11.000000 | 3.00000 | 51.000000 | 20.000000 | 19.000000 | 16.000000 | 13.000000 | 55.000000 | 17.000000 | 36.000000 | 4.000000 | 19.000000 | 34.00000 | 23.000000 | 21.000000 | 31.000000 | 23.000000 | 13.000000 | 41.000000 | 46.000000 | 27.000000 | 24.000000 | 25.000000 | 43.000000 | 3.000000 | 14.000000 | 66.000000 | 66.000000 | 21.000000 | 32.000000 | 37.000000 | 33.000000 | 9.000000 | 26.000000 | 29.000000 | 25.00000 | 44.000000 | 20.00000 | 3.000000 |
It appears that the data is very sparse and fortunately contains no null values. We will need to do some dimensiontionality reduction (PCA) and pick the best features to reduce the noise in the input dataset.
train['target'].hist()
<matplotlib.axes._subplots.AxesSubplot at 0x7fc5009f2c90>
Looks like Class_2 has a lot more data points than the other 3 classes combined. This is a pretty skewed datset and will bias the classifier, I am thinking of using SMOTE to handle the issue of class imbalance in the dataset.
(train == 0).sum().sum()/(train.shape[0]*train.shape[1])*100
76.35163461538461
Another thing I noticed was that 75 % of the data values are 0s, so the dataset is very sparse. Lets get started and build a small simple model. Firstly we will clean up the datasets and create the variables necessary to start on building the model.
train.target = pd.Categorical(train.target)
train['target2'] = train.target.cat.codes
from sklearn.model_selection import train_test_split
indep_vars = ['feature_' + str(i) for i in range(50)]
dep_var = ['target2']
X = train[indep_vars].to_numpy()
y = train[dep_var].to_numpy().ravel()
X_train, X_valid, y_train, y_valid = train_test_split(X, y, test_size=0.3, random_state=42)
X_test = test[indep_vars].to_numpy()
X_train, X_valid, y_train, y_valid = train_test_split(X, y, test_size=0.3, random_state=42)
from sklearn.ensemble import RandomForestClassifier
rf = RandomForestClassifier(n_jobs=-1, n_estimators=40, max_samples=70000,
max_features=0.5, min_samples_leaf=5, oob_score=True)
rf.fit(X_train, y_train)
rf.score(X_valid, y_valid)
0.5757
from sklearn.metrics import plot_confusion_matrix
plot_confusion_matrix(rf, X_valid, y_valid)
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x7fc4ea6d1e50>
rf.predict_proba(X_test)
array([[0.14013549, 0.5686321 , 0.14980887, 0.14142354],
[0.0913934 , 0.68614493, 0.16746077, 0.0550009 ],
[0.05243985, 0.61068121, 0.20493451, 0.13194442],
...,
[0.09103053, 0.54871624, 0.20957293, 0.1506803 ],
[0.04416667, 0.65122176, 0.15509768, 0.14951389],
[0.13996562, 0.51813905, 0.23093735, 0.11095798]])
As expected the model does not perform very well and most of the classes are mis-classified in favour of the majority class here. Let's see how well this did on Kaggle
from imblearn.over_sampling import KMeansSMOTE
ros = KMeansSMOTE(random_state=0)
X_resampled, y_resampled = ros.fit_resample(X, y)
X_train, X_valid, y_train, y_valid = train_test_split(X_resampled, y_resampled, test_size=0.3, random_state=42)
rf_SMOTE = RandomForestClassifier(n_jobs=-1, n_estimators=40, max_samples=70000,
max_features=0.5, min_samples_leaf=5, oob_score=True)
rf_SMOTE.fit(X_train, y_train)
print(rf_SMOTE.score(X_train, y_train))
rf_SMOTE.score(X_valid, y_valid)
from sklearn.metrics import plot_confusion_matrix
plot_confusion_matrix(rf_SMOTE, X_valid, y_valid)
submission2 = submissionFile(rf_SMOTE, generate_csv=True)
!kaggle competitions submit -c tabular-playground-series-may-2021 -f submission.csv -m "SMOTE Oversampling - Randomforests"
Unfortunately SMOTE did not help improve the quality of the predictions.
from catboost import Pool, CatBoostClassifier
from sklearn.model_selection import StratifiedKFold
def train_models(df, columns, cat_features, random_state, n_splits):
models = []
folds = StratifiedKFold(n_splits=n_splits, shuffle=True,
random_state=random_state) # create folds
X_train = df[columns]
y_train = df['target']
for n_fold, (train_idx, valid_idx) in enumerate(folds.split(X_train, y_train)):
print('Fold {}/{}'.format(n_fold, n_splits))
train_X, train_y = X_train.iloc[train_idx], y_train.iloc[train_idx]
valid_X, valid_y = X_train.iloc[valid_idx], y_train.iloc[valid_idx]
dataset = Pool(train_X, train_y, cat_features)
evalset = Pool(valid_X, valid_y, cat_features)
model = CatBoostClassifier(
task_type="GPU",
depth=4,
max_ctr_complexity=15,
# border_count=1024,
iterations=50000,
od_wait=1000, od_type='Iter',
# l2_leaf_reg=0.01,
learning_rate=0.01,
min_data_in_leaf=1,
use_best_model=True,
loss_function='MultiClass'
)
model.fit(dataset, plot=False, verbose=500, eval_set=evalset)
_record = {
'model': model,
}
models.append(_record)
return models
models = train_models(df=train, columns=indep_vars, cat_features=indep_vars, random_state=43, n_splits=9)
Fold 0/9 0: learn: 1.3803258 test: 1.3803090 best: 1.3803090 (0) total: 14.2ms remaining: 11m 52s 500: learn: 1.1015525 test: 1.1040991 best: 1.1040991 (500) total: 4.32s remaining: 7m 6s 1000: learn: 1.0941982 test: 1.0985177 best: 1.0985177 (1000) total: 8.64s remaining: 7m 3s 1500: learn: 1.0898579 test: 1.0957048 best: 1.0957048 (1500) total: 12.8s remaining: 6m 52s 2000: learn: 1.0868512 test: 1.0941372 best: 1.0941372 (2000) total: 16.8s remaining: 6m 43s 2500: learn: 1.0844617 test: 1.0931781 best: 1.0931781 (2500) total: 21.1s remaining: 6m 41s 3000: learn: 1.0825322 test: 1.0925268 best: 1.0925268 (3000) total: 25.3s remaining: 6m 35s 3500: learn: 1.0808074 test: 1.0920747 best: 1.0920747 (3500) total: 29.4s remaining: 6m 30s 4000: learn: 1.0792429 test: 1.0916825 best: 1.0916766 (3997) total: 33.4s remaining: 6m 24s 4500: learn: 1.0778355 test: 1.0914039 best: 1.0914028 (4487) total: 37.5s remaining: 6m 19s 5000: learn: 1.0764980 test: 1.0912250 best: 1.0912243 (4994) total: 41.7s remaining: 6m 14s 5500: learn: 1.0752396 test: 1.0910465 best: 1.0910456 (5496) total: 45.9s remaining: 6m 11s 6000: learn: 1.0740556 test: 1.0909633 best: 1.0909506 (5957) total: 50.1s remaining: 6m 7s 6500: learn: 1.0729456 test: 1.0908359 best: 1.0908335 (6496) total: 54.3s remaining: 6m 3s 7000: learn: 1.0718183 test: 1.0907819 best: 1.0907808 (6998) total: 58.5s remaining: 5m 59s 7500: learn: 1.0707242 test: 1.0907298 best: 1.0907290 (7432) total: 1m 2s remaining: 5m 54s 8000: learn: 1.0696695 test: 1.0906369 best: 1.0906315 (7980) total: 1m 6s remaining: 5m 51s 8500: learn: 1.0686489 test: 1.0906368 best: 1.0906144 (8239) total: 1m 11s remaining: 5m 47s 9000: learn: 1.0676562 test: 1.0906158 best: 1.0906020 (8887) total: 1m 15s remaining: 5m 42s 9500: learn: 1.0666790 test: 1.0906080 best: 1.0905994 (9200) total: 1m 19s remaining: 5m 38s 10000: learn: 1.0657167 test: 1.0905905 best: 1.0905806 (9982) total: 1m 23s remaining: 5m 34s 10500: learn: 1.0647863 test: 1.0905826 best: 1.0905806 (9982) total: 1m 27s remaining: 5m 30s 11000: learn: 1.0637850 test: 1.0906022 best: 1.0905774 (10586) total: 1m 31s remaining: 5m 26s 11500: learn: 1.0628334 test: 1.0906119 best: 1.0905774 (10586) total: 1m 36s remaining: 5m 21s bestTest = 1.090577402 bestIteration = 10586 Shrink model to first 10587 iterations. 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Picking model 3 which had the lowest loss
models[2]['model'].predict_proba(X_train)
submissionFile(models[3]['model'])
!kaggle competitions submit -c tabular-playground-series-may-2021 -f submission.csv -m "CatBoost-Classifier"
Warning: Looks like you're using an outdated API Version, please consider updating (server 1.5.12 / client 1.5.4) 100% 4.06M/4.06M [00:01<00:00, 2.22MB/s] Successfully submitted to Tabular Playground Series - May 2021
This model gave us the best performance. I will now try to improve the performance using some feature engineering and feature
cat_vars = []
num_vars = []
for i in indep_vars:
unique = list(train[i].unique())
unique.sort()
if (unique[-1] == (len(unique) -1)):
cat_vars.append(i)
else:
num_vars.append(i)
print(cat_vars)
print(num_vars)
['feature_0', 'feature_2', 'feature_5', 'feature_6', 'feature_7', 'feature_9', 'feature_10', 'feature_11', 'feature_12', 'feature_13', 'feature_14', 'feature_15', 'feature_16', 'feature_17', 'feature_18', 'feature_20', 'feature_22', 'feature_23', 'feature_24', 'feature_26', 'feature_27', 'feature_28', 'feature_29', 'feature_33', 'feature_34', 'feature_35', 'feature_36', 'feature_37', 'feature_40', 'feature_44', 'feature_45', 'feature_46', 'feature_47', 'feature_48', 'feature_49'] ['feature_1', 'feature_3', 'feature_4', 'feature_8', 'feature_19', 'feature_21', 'feature_25', 'feature_30', 'feature_31', 'feature_32', 'feature_38', 'feature_39', 'feature_41', 'feature_42', 'feature_43']
Using t a proxy to see if the number of levels is equal to the number of unique elements in the list and using numberical varaible sfor the others.
models = train_models(df=train, columns=indep_vars, cat_features=cat_vars, random_state=43, n_splits=9)
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for model in models:
print(model['model'].get_best_score())
{'learn': {'MultiClass': 1.0646599337087121}, 'validation': {'MultiClass': 1.090453574260934}}
{'learn': {'MultiClass': 1.0637241390948262}, 'validation': {'MultiClass': 1.090042472690352}}
{'learn': {'MultiClass': 1.0582702689590389}, 'validation': {'MultiClass': 1.0876823221357212}}
{'learn': {'MultiClass': 1.0587420652442934}, 'validation': {'MultiClass': 1.088606677082396}}
{'learn': {'MultiClass': 1.0613538197921002}, 'validation': {'MultiClass': 1.0920375219377194}}
{'learn': {'MultiClass': 1.065104195963505}, 'validation': {'MultiClass': 1.0913909920349203}}
{'learn': {'MultiClass': 1.066106675179156}, 'validation': {'MultiClass': 1.0922525924477995}}
{'learn': {'MultiClass': 1.0573636782954021}, 'validation': {'MultiClass': 1.0909432727139772}}
{'learn': {'MultiClass': 1.062833280833399}, 'validation': {'MultiClass': 1.0916937782659077}}
grid = {'learning_rate': [0.03, 0.01, 0.001, 0.1],
'depth': [4, 6, 10],
'max_ctr_complexity': [10, 15, 30]}
for model in models:
print(model['model'].get_best_score())
grid_search_result = model['model'].grid_search(grid,
X=train,
y=train_labels,
plot=True)
X_train = train[indep_vars]
y_train = train['target']
#for n_fold, (train_idx, valid_idx) in enumerate(folds.split(X_train, y_train)):
# print('Fold {}/{}'.format(n_fold, n_splits))
dataset = Pool(X_train, y_train, indep_vars)
model_2 = CatBoostClassifier(
task_type="GPU",
iterations=15000,
od_wait=1000, od_type='Iter',
min_data_in_leaf=1,
loss_function='MultiClass'
)
grid = {'learning_rate': [0.03, 0.01, 0.001, 0.1],
'depth': [4, 6, 10],
'max_ctr_complexity': [10, 15, 30]}
grid_search_result = model_2.grid_search(grid, dataset, cv=10,
plot=True)
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models[3]['model'].predict_proba(X_train)
submissionFile(models[3]['model'])
!kaggle competitions submit -c tabular-playground-series-may-2021 -f submission.csv -m "CatBoost-Classifier-CatvsNum"
Warning: Looks like you're using an outdated API Version, please consider updating (server 1.5.12 / client 1.5.4) 100% 4.06M/4.06M [00:02<00:00, 1.54MB/s] Successfully submitted to Tabular Playground Series - May 2021
Look at scaling the non categorical features in this to.
train2 = train.copy()
train2[num_vars].describe()
| feature_1 | feature_3 | feature_4 | feature_8 | feature_19 | feature_21 | feature_25 | feature_30 | feature_31 | feature_32 | feature_38 | feature_39 | feature_41 | feature_42 | feature_43 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 | 100000.000000 |
| mean | 0.431720 | 0.590550 | 0.599770 | 0.903350 | 1.564780 | 0.661970 | 0.408630 | 0.294500 | 1.372040 | 0.277510 | 2.997170 | 0.674640 | 0.582070 | 0.529230 | 0.616310 |
| std | 1.977862 | 1.844558 | 2.785531 | 3.415258 | 4.749449 | 2.182703 | 1.321669 | 1.352963 | 3.319325 | 1.460705 | 5.386551 | 3.732428 | 2.003114 | 2.300826 | 2.360955 |
| min | 0.000000 | 0.000000 | 0.000000 | 0.000000 | -2.000000 | 0.000000 | 0.000000 | -1.000000 | -1.000000 | -2.000000 | -8.000000 | -5.000000 | 0.000000 | -2.000000 | 0.000000 |
| 25% | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 50% | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 75% | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 4.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| max | 31.000000 | 26.000000 | 38.000000 | 39.000000 | 55.000000 | 36.000000 | 23.000000 | 41.000000 | 46.000000 | 27.000000 | 66.000000 | 66.000000 | 32.000000 | 37.000000 | 33.000000 |
for i in num_vars:
a = list(train2[i].unique())
a.sort()
print(a)
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31] [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26] [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 37, 38] [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 36, 39] [-2, -1, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55] [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 32, 33, 34, 35, 36] [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23] [-1, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41] [-1, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 46] [-2, -1, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27] [-8, -5, -3, -2, -1, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66] [-5, -3, -2, -1, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 63, 64, 65, 66] [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 32] [-2, -1, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37] [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 33]
Maybe just choosing the negative numbers as numeric will help imporve the predictions
Had some other professional commitments come up and couldn't work in this as much as ai would have liked. Will try to do better in the June Competerion
from sklearn.decomposition import PCA
pca = PCA()
pca.fit(X)
print(pca.explained_variance_ratio_)
import seaborn as sns
sns.barplot(x=[i for i in range(50)], y=pca.explained_variance_ratio_)
vars = list(pca.explained_variance_ratio_)
sum(vars[:35])
So 95% of the variance is explained by 35 factors. We can run PCA again to reduce the dimensionality to 35 from 50
pca_35 = PCA(n_components=35)
X_35 = pca_35.fit_transform(X)
!pip install umap-learn
import umap
Requirement already satisfied: umap-learn in /usr/local/lib/python3.7/dist-packages (0.5.1) Requirement already satisfied: scikit-learn>=0.22 in /usr/local/lib/python3.7/dist-packages (from umap-learn) (0.22.2.post1) Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from umap-learn) (1.19.5) Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.7/dist-packages (from umap-learn) (1.4.1) Requirement already satisfied: pynndescent>=0.5 in /usr/local/lib/python3.7/dist-packages (from umap-learn) (0.5.2) Requirement already satisfied: numba>=0.49 in /usr/local/lib/python3.7/dist-packages (from umap-learn) (0.51.2) Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.22->umap-learn) (1.0.1) Requirement already satisfied: llvmlite>=0.30 in /usr/local/lib/python3.7/dist-packages (from pynndescent>=0.5->umap-learn) (0.34.0) Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba>=0.49->umap-learn) (56.1.0)
umapD = umap.UMAP(n_neighbors=10 ,n_components=35)
train_4d = umapD.fit_transform(X)
test_4d = umapD.fit_transform(X_test)
X_train, X_valid, y_train, y_valid = train_test_split(train_4d, y, test_size=0.3, random_state=42)
from sklearn.ensemble import RandomForestClassifier
rf_umap = RandomForestClassifier(n_jobs=-1, n_estimators=40, max_samples=70000,
max_features=0.5, min_samples_leaf=5, oob_score=True)
rf_umap.fit(X_train, y_train)
print(rf_umap.score(X_train, y_train))
print(rf_umap.score(X_valid, y_valid))
0.7767428571428572 0.5609333333333333
from sklearn.metrics import plot_confusion_matrix
plot_confusion_matrix(rf_umap, X_valid, y_valid)
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x7f4e849bf050>
def submissionFile(modelZ, generate_csv=True): # 4d
probabilities = pd.DataFrame(modelZ.predict_proba(test_4d), columns=['Class_1','Class_2','Class_3','Class_4'])
mySubmission = pd.DataFrame()
mySubmission['id'] = test['id']
mySubmission['Class_1'] = probabilities['Class_1']
mySubmission['Class_2'] = probabilities['Class_2']
mySubmission['Class_3'] = probabilities['Class_3']
mySubmission['Class_4'] = probabilities['Class_4']
if generate_csv:
mySubmission.to_csv('submission.csv', index=False)
return mySubmission
submissionFile(rf_umap, True)
!kaggle competitions submit -c tabular-playground-series-may-2021 -f submission.csv -m "Test-RF-Classifier"
Warning: Looks like you're using an outdated API Version, please consider updating (server 1.5.12 / client 1.5.4) 100% 4.06M/4.06M [00:02<00:00, 2.01MB/s] Successfully submitted to Tabular Playground Series - May 2021
!pip install -U imbalanced-learn
from imblearn.over_sampling import RandomOverSampler
ros = RandomOverSampler(random_state=0)
X_resampled, y_resampled = ros.fit_resample(X, y)
X_train, X_valid, y_train, y_valid = train_test_split(X_resampled, y_resampled, test_size=0.3, random_state=42)
rf2 = RandomForestClassifier(n_jobs=-1, n_estimators=40, max_samples=70000,
max_features=0.5, min_samples_leaf=5, oob_score=True)
rf2.fit(X_train, y_train)
rf2.score(X_train, y_train)
rf2.score(X_valid, y_valid)
from sklearn.metrics import plot_confusion_matrix
plot_confusion_matrix(rf2, X_valid, y_valid)
model.predict_proba(X_test)
submission2 = submissionFile(rf2, generate_csv=True)
!kaggle competitions submit -c tabular-playground-series-may-2021 -f submission.csv -m "Random Oversampling - Randomforests"
Unfortunately did much more poorly on the test set. Most likely overfit here:
import numpy as np
from imblearn.under_sampling import RandomUnderSampler
rus = RandomUnderSampler(random_state=0, replacement=True)
X_resampled, y_resampled = rus.fit_resample(X, y)
X_train, X_valid, y_train, y_valid = train_test_split(X_resampled, y_resampled, test_size=0.3, random_state=42)
rf_rus = RandomForestClassifier(n_jobs=-1, n_estimators=40, max_samples=20000,
max_features=0.5, min_samples_leaf=5, oob_score=True)
rf_rus.fit(X_train, y_train)
print(rf_rus.score(X_train, y_train))
rf_rus.score(X_valid, y_valid)
Definitely Overfit here, the score in training is over 90 but less than half that in the validation set.
from sklearn.metrics import plot_confusion_matrix
plot_confusion_matrix(rf_rus, X_valid, y_valid)
submission2 = submissionFile(rf_rus, generate_csv=True)
from imblearn.ensemble import EasyEnsembleClassifier
X_train, X_valid, y_train, y_valid = train_test_split(X, y, test_size=0.3, random_state=42)
brf = EasyEnsembleClassifier(random_state=42)
brf.fit(X_train, y_train)
print(brf.score(X_train, y_train))
brf.score(X_valid, y_valid)
from sklearn.metrics import plot_confusion_matrix
plot_confusion_matrix(brf, X_valid, y_valid)
from imblearn.combine import SMOTEENN
smote_enn = SMOTEENN(random_state=0)
X_resampled, y_resampled = smote_enn.fit_resample(X, y)
X_train, X_valid, y_train, y_valid = train_test_split(X_resampled, y_resampled, test_size=0.3, random_state=42)
rf_smoteEEN = RandomForestClassifier(n_jobs=-1, n_estimators=40, max_samples=70000,
max_features=0.5, min_samples_leaf=5, oob_score=True)
rf_smoteEEN.fit(X_train, y_train)
print(rf_smoteEEN.score(X_train, y_train))
rf_smoteEEN.score(X_valid, y_valid)
/usr/local/lib/python3.7/dist-packages/sklearn/externals/six.py:31: FutureWarning: The module is deprecated in version 0.21 and will be removed in version 0.23 since we've dropped support for Python 2.7. Please rely on the official version of six (https://pypi.org/project/six/). "(https://pypi.org/project/six/).", FutureWarning) /usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.neighbors.base module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.neighbors. Anything that cannot be imported from sklearn.neighbors is now part of the private API. warnings.warn(message, FutureWarning) /usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function safe_indexing is deprecated; safe_indexing is deprecated in version 0.22 and will be removed in version 0.24. warnings.warn(msg, category=FutureWarning) /usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function safe_indexing is deprecated; safe_indexing is deprecated in version 0.22 and will be removed in version 0.24. warnings.warn(msg, category=FutureWarning) /usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function safe_indexing is deprecated; safe_indexing is deprecated in version 0.22 and will be removed in version 0.24. warnings.warn(msg, category=FutureWarning) /usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function safe_indexing is deprecated; safe_indexing is deprecated in version 0.22 and will be removed in version 0.24. warnings.warn(msg, category=FutureWarning) /usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function safe_indexing is deprecated; safe_indexing is deprecated in version 0.22 and will be removed in version 0.24. warnings.warn(msg, category=FutureWarning) /usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function safe_indexing is deprecated; safe_indexing is deprecated in version 0.22 and will be removed in version 0.24. warnings.warn(msg, category=FutureWarning) /usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function safe_indexing is deprecated; safe_indexing is deprecated in version 0.22 and will be removed in version 0.24. warnings.warn(msg, category=FutureWarning) /usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function safe_indexing is deprecated; safe_indexing is deprecated in version 0.22 and will be removed in version 0.24. warnings.warn(msg, category=FutureWarning)
0.9208717740073235
0.7399358563181526
from sklearn.metrics import plot_confusion_matrix
plot_confusion_matrix(rf_smoteEEN, X_valid, y_valid)
train_sub = train.sample(10000, random_state=2)
proj_4d
from umap import UMAP
train_sub = train.sample(10000, random_state=0)
target = train_sub['target2']
umap = UMAP(random_state=0)
dr = umap.fit_transform(train_sub[indep_vars].iloc[:,:-1], target)
import plotly.express as px
fig_2d = px.scatter(
dr, x=0, y=1,
labels={'color': 'target'},
color=train_sub.target,
color_discrete_sequence=px.colors.qualitative.G10,
)
fig_2d.show()
import plotly.express as px
fig_2d = px.scatter(
proj_4d, x=0, y=1,
labels={'color': 'target'},
color=train[''],
color_discrete_sequence=px.colors.qualitative.G10,
)
fig_2d.show()
mapper = umap.UMAP(metric='cosine', random_state=42, low_memory=True).fit_transform(train_sub[indep_vars])
fig_mapper = px.scatter(
mapper, x=0, y=1,
labels={'color': 'target'},
color=train_sub.target,
color_discrete_sequence=px.colors.qualitative.G10,
)
fig_mapper.show()
from sklearn import svm
clf = svm.SVC()
X_train, X_valid, y_train, y_valid = train_test_split(X, y, test_size=0.3, random_state=42)
clf.fit(X_train, y_train)
clf.score(X_valid, y_valid)
imps = pd.DataFrame({'cols':indep_vars, 'imp':model.feature_importances_}).sort_values('imp', ascending=False)
imps[:10]
def plot_fi(fi):
return fi.plot('cols', 'imp', 'barh', figsize=(12,7), legend=False)
plot_fi(imps[:30])
imp_features = imps[imps.imp>0.015].cols
len(imp_features)
X2 = (train[imp_features].to_numpy())
X2_test = test[imp_features].to_numpy()
model2 = rf(X2,y)
model2.predict_proba(X2_test)
def submissionFile(modelZ, generate_csv=True):
probabilities = pd.DataFrame(modelZ.predict_proba(X_test), columns=['Class_1','Class_2','Class_3','Class_4'])
mySubmission = pd.DataFrame()
mySubmission['id'] = test['id']
mySubmission['Class_1'] = probabilities['Class_1']
mySubmission['Class_2'] = probabilities['Class_2']
mySubmission['Class_3'] = probabilities['Class_3']
mySubmission['Class_4'] = probabilities['Class_4']
if generate_csv:
mySubmission.to_csv('submission.csv', index=False)
return mySubmission
#!kaggle competitions submit -c tabular-playground-series-may-2021 -f submission.csv -m "Test-RF-Classifier"